{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Test')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.suptitle(\"Test\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax_lst=plt.subplots(2,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- figure\n",
    "- Axes对象\n",
    "- Axis对象\n",
    "- Artist对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制函数的输入类型,np.array或np.ma.masked_array.如果是类数组对象,可能会不适应,需要转换为np.array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=pd.DataFrame(np.random.randn(4,5),columns=list('abcde'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_arr=a.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.39126989,  0.52131507, -0.35709477, -1.78016515, -0.65129827],\n",
       "       [-0.27308531,  0.90931612,  1.80515001, -0.69863253,  0.8536579 ],\n",
       "       [ 0.86911935,  0.35891063,  1.00066009,  0.41038934,  1.92576551],\n",
       "       [ 0.2041089 , -1.27674911, -0.3859606 ,  0.27848552, -0.87322631]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_arr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "b=np.matrix([[1,2],[3,4]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[1, 2],\n",
       "        [3, 4]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "b_arr=np.asarray(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2],\n",
       "       [3, 4]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b_arr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib是整个包; matplotlib.pyplot 是 matplotlib中的一个模块; 和pylab是一个与 matplotlib 一起安装的模块。\n",
    "Pyplot为底层面向对象的绘图库提供状态机接口。 状态机隐式地自动创建图形和轴以实现所需的图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=np.linspace(1,10,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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vvZT4+HgAmjZtesj5Bw8eTJcuXQgPD2f06NElz9g42vWJSM0QcAEe/OZBoiKiuGfIPX6XU2F1ssVxuJZBVSnvluWlb6nunCM/P79k2v7z7j+sW6CLhKY5G+awfNdyHhr2EPEx8X6XU2FqcVSjkSNH8vbbb5OcnAxASkpKmVuqz507l4KCgpL5lyxZwk8//UQgEGD27Nmccsoph12fiNRsiZmJPLX8KYa0HsKo40f5Xc5R8SU4zOxWM1ttZqvM7C0zizazzmb2rZltNLPZZlbPmzfKG97kTe/kR82VoVevXkyePJnTTz+dvn37ctttt3H99dfz5ZdfMnjwYL799tsyD2E6+eSTmTRpEr1796Zz586MGjXqsOsTkZrLOcdDix8K7qo6+cGQ3WNQ7bdVN7O2wEKgp3Mux8zeBj4EzgPecc7NMrO/A9875543s3HAic65G8zsCmCUc+6Qj8MKlduqhzJ9nyIVN3fTXO5ddC93D76b357wW7/LOUBNv616BBBjZhFAfSAROAMoPi91JnCx13+RN4w3faSFakyLSJ2VlJ3EE0ufoH+L/lzR4wq/yzkm1R4czrntwHTgZ4KBkQYsB1Kdc8XPKE0A2nr9bYFt3rKF3vzN9l+vmY01s2VmtiwpKalqP4SISAU455iyeAr5Rfk8NOwhwiy0Dy9Xe/Vm1oRgK6Iz0AaIBc4tZ9bifWjltS4O2L/mnHvBOTfQOTewefPm5b53bXzaoR/0PYpUzAebP2D+tvlMOGlCjb/z7ZHwI/bOBH5yziU55wqAd4BhQGNv1xVAO2CH158AtAfwpjcCKnz6UHR0NMnJydroHSPnHMnJyURHR/tdikhI2J29m8eXPM5JLU7iyhOu9LucSuHHdRw/A0PNrD6QA4wElgFfAJcCs4CrgLne/O97w9940z93R7H1b9euHQkJCWg31rGLjo6mXbt2fpchUuM555jyTXAX1ZRhUwgPC/e7pEpR7cHhnPvWzOYAK4BC4DvgBeC/wCwze8QbN8NbZAbwupltItjSOKqjSpGRkXTu3PlYyxcROWL/2fwfvkz4kjsH3VkrdlEVq/bTcatDeafjiohUp51ZOxk1dxTdmnTjlXNeCYkD4jX9dFwRkVrLOcd9i+6jyBXxyCmPhERoVETt+jQiIjXA7PWzWZy4mIkDJ9K+QXu/y6l0Cg4RkUr0c/rPPLX8KYa3Hc5l3S7zu5wqoeAQEakkhYFC7ll4DxFhETx08kMhey+qw6mTt1UXEakKL696me+TvmfaadNoGdvS73KqjFocIiKVYPWe1Ty/8nnO7Xwu53Yu72YYtYeCQ0TkGOUU5nD3wrtpGtOUyUMm+11OldOuKhGRY/T08qf5Ke0nXvzlizSKauR3OVVOLQ4RkWOwIGEBb617iytPuJKhrYf6XU61UHCIiByl5Jxk7lt0H12bdOWWAbf4XU610a4qEZGj4Jzj/q/vJzM/k5d++RJR4VF+l1Rt1OIQETkKs9fPZkHCAm4beBtdm3T1u5xqpeAQEamgjXs3Mn3ZdIa3Hc5ve9S8Z4dXNQWHiEgF5BbmcueCO4mLjOOR4Y/U2qvDD0XHOEREKmD6sulsSt3EP878B/Ex8X6X4wu1OEREjtBnWz9j9vrZXNPrGoa1HeZ3Ob5RcIiIHIHEzETu//p+ejXrxYSTJvhdjq8UHCIih1EQKODOBXdS5Ip48rQniQyP9LskX+kYh4jIYTz33XOsTFrJk6c9SfuGte/BTBWlFoeIyCEs2r6IGatmcEnXSzin8zl+l1MjKDhERA5id/Zu7ll4D8c3Pp67Bt/ldzk1hoJDRKQchYFC7vjyDnIKc/jT6X8iJiLG75JqDB3jEBEpx3Mrn2PF7hU8dspjdGncxe9yahS1OERE9vNVwle89MNLXNL1En513K/8LqfGUXCIiJSyI3MHdy+8m+5NujNp8CS/y6mRFBwiIp78onxun387RYEi/jTiT0RHRPtdUo2kYxwiIp5pS6exKnkVfx7xZzo27Oh3OTWWWhwiIsB/fvxPyX2oRnYc6Xc5NZqCQ0TqvPUp63l48cMMaDmAm/rf5Hc5NZ6CQ0TqtLS8NG6dfytxkXFMP306EWHag384vgSHmTU2szlmts7M1prZyWbW1MzmmdlGr9vEm9fM7C9mtsnM/mdm/f2oWURqn4ALcPdXd5OYlchTI56qs8/XqCi/WhzPAP/POdcD6AusBSYBnznnugKfecMA5wJdvddY4PnqL1dEaqN/fP8Pvtr+FXcNuot+Lfr5XU7IqPbgMLOGwGnADADnXL5zLhW4CJjpzTYTuNjrvwh4zQUtBhqbWetqLltEapn52+bzt+//xoXHXcjl3S/3u5yQ4keLowuQBLxiZt+Z2UtmFgu0dM4lAnjdFt78bYFtpZZP8MaVYWZjzWyZmS1LSkqq2k8gIiFtc9pmJn01iZ7NenLf0Pvq5HPDj4UfwREB9Aeed86dBGSxb7dUecr7F3UHjHDuBefcQOfcwObNm1dOpSJS62TkZ3Dz5zcTFR7FM794Rhf5HQU/giMBSHDOfesNzyEYJLuKd0F53d2l5i/95JR2wI5qqlVEapGACzDpq0kkZCTw1IinaBXbyu+SQlK1B4dzbiewzcy6e6NGAmuA94GrvHFXAXO9/veB33tnVw0F0op3aYmIVMRfVvyFBQkLmDR4EgNaDvC7nJDl1wnLE4A3zKwesBm4hmCIvW1m1wE/A5d5834InAdsArK9eUVEKuSDzR8wY9UMftPtN1zeQwfDj4UvweGcWwkMLGfSAdf5O+cccGOVFyUitdYPST/wwKIHGNhyIJOG6I63x0pXjotIrbYraxc3f3Ezzes356kRTxEZFul3SSFP19aLSK2VXZDNhM8nkFWQxd/P+jtNopv4XVKtoOAQkVop4AJMXjiZdSnr+OsZf6Vbk25+l1RraFeViNRKz373LJ/+/Cm3D7yd09uf7nc5tYqCQ0Rqnbmb5vLiDy9ySddL+H3P3/tdTq2j4BCRWmVJ4hIe/OZBhrQawuShk3U7kSqg4BCRWmNz6mZumX8LHRt05Klf6AyqqqLgEJFaITknmXGfjSMyLJLnznyOhvUa+l1SraWzqkQk5BWfdpuck8zLZ79M27gDbqAtlUjBISIhrTBQyF0L7mJ18mqeHvE0fZr38bukWk+7qkQkZDnnmLpkKvMT5jNp8CTO6HCG3yXVCQoOEQlZM1bNYPb62VzT6xpG9xjtdzl1hoJDRELSe5ve45kVz3Bu53O5ZcAtfpdTpxw2OMxsvJnpBi8iUmMsSFjAg18/yNDWQ3l0+KOEmf4Grk5H8m23Apaa2dtmdo7pahoR8dH/kv7HxC8n0q1JN/78iz8TGa5rNarbYYPDOXcv0BWYAVwNbDSzx8zsuCquTUSkjB9Tf2TcZ+NoFt2Mv535N2IjY/0uqU46ovad9zClnd6rEGgCzDGzaVVYm4hIiR2ZOxg7byyRYZG88MsXiI+J97ukOuuw13GY2U0EnwG+B3gJuMM5V2BmYcBG4M6qLVFE6rqU3BT+b97/kVOQwyvnvEL7Bu39LqlOO5ILAOOBXzvntpYe6ZwLmNkFVVOWiEhQRn4GN8y7gZ1ZO/nHWf+ge9PufpdU5x02OJxz9x9i2trKLUdEZJ/sgmxu/OxGNqZu5C+/+Av9W/b3uyRBtxwRkRoqvyifW+ffyvdJ3zPttGmc2u5Uv0sSj4JDRGqcgkABdy64k693fM2UYVM4u9PZfpckpeiqGRGpUYoCRUz+ajKf/fwZdw26i1FdR/ldkuxHwSEiNUbABXjg6wf4aMtH3NL/Fq7seaXfJUk5FBwiUiM453h08aPM/XEu4/qO47o+1/ldkhyEgkNEfOec47FvH+PtDW9zXe/ruKHvDX6XJIeg4BARXznneGLpE8xaP4ure13Nzf1vRrfEq9kUHCLiG+ccTy57kjfWvsGYnmO4bcBtCo0QoNNxRcQXzjmmLZ3GP9f+k9+d8DvuGHiHQiNEKDhEpNo553h8yeO8te4txvQco9AIMQoOEalWARfgsW8fY/b62Vzd62rtngpBvh3jMLNwM/vOzD7whjub2bdmttHMZptZPW98lDe8yZveya+aReTYFAWKeODrB5i9fjbX9r5WoRGi/Dw4fjNQ+iaJTwBPO+e6AnuB4pO4rwP2OueOB5725hOREFMQKODuhXfz3qb3GNd3HLf0v0WhEaJ8CQ4zawecT/D5HniPoz0DmOPNMhO42Ou/yBvGmz5Sj68VCS35Rfnc8eUdfPRT8IrwP/b7o0IjhPnV4vgzwQdABbzhZkCqc67QG04A2nr9bYFtAN70NG/+MsxsrJktM7NlSUlJVVm7iFRAdkE2Ez6fwGc/f8akwZN0RXgtUO3B4T38abdzbnnp0eXM6o5g2r4Rzr3gnBvonBvYvHnzSqhURI5Ven46/zfv/1icuJgpw6bwuxN+53dJUgn8OKtqOHChmZ0HRAMNCbZAGptZhNeqaAfs8OZPANoDCWYWATQCUqq/bBGpiD05e/jjp39kU+ompp8+nbM6nuV3SVJJqr3F4Zy72znXzjnXCbgC+Nw59zvgC+BSb7argLle//veMN70z51zB7Q4RKTmSMhI4KqPrmJr+laePeNZhUYtU5NuOXIXcJuZbSJ4DGOGN34G0Mwbfxswyaf6ROQIbNi7gd9/9HtS81J54awXGN52uN8lSSXz9QJA59x8YL7XvxkYXM48ucBl1VqYiByV5buWM+HzCcRExDDznJkc3+R4v0uSKlCTWhwiEsLmbZ3H2E/G0iy6Ga+f+7pCoxZTcIjIMXtz7ZvcPv92Tmh2Aq+f+zpt4tr4XZJUId2rSkSOWsAF+PPyP/PK6lcY0X4E006bRkxEjN9lSRVTcIjIUckrymPywsl8vOVjLu9+OZMGTyIiTJuUukD/yiJSYam5qdz0xU18t/s7bh9wO1f1ukq3EKlDFBwiUiE/pf3EjZ/dyK6sXUw/fTpndzrb75Kkmik4ROSIfZv4LbfOv5XIsEhmnD2Dfi36+V2S+EBnVYnIEZmzYQ43zLuBlvVb8ub5byo06jC1OETkkAoDhTy59EneXPcmw9sO58nTnqRBvQZ+lyU+UnCIyEGl5aUx8cuJLE5czO97/p7bBtxGeFi432WJzxQcIlKuTXs3cdMXN5GYlciUYVMY1XWU3yVJDaHgEJEDfLr1U+5ZeA+xkbG8cvYrOp4hZSg4RKREUaCI51Y+x4s/vEif+D48PeJpWsa29LssqWEUHCICBC/qu+uru/h6x9eMOn4Uk4dOJio8yu+ypAZScIgIq5NXc9sXt5GUk8QDJz/Apd0uPfxCUmcpOETqMOcc/9rwL6YumUqzmGbMPGcmfZr38bssqeEUHCJ1VHZBNlMWT+G/m//L8DbDefzUx2kS3cTvsiQEKDhE6qANezcw8cuJbEnbwvh+47n+xOsJM91IQo6MgkOkDnHOMWfjHJ5Y8gQN6jXgxV++yJDWQ/wuS0KMgkOkjkjPT2fKN1P4eMvHnNz6ZB479THiY+L9LktCkIJDpA74bvd33LXgLnZn7+bm/jdzbe9rtWtKjpqCQ6QWKwwU8uL/XuTv//s7bWLb8Nq5r3Fi8xP9LktCnIJDpJb6Of1n7v7qbv63539c0OUCJg+ZTFy9OL/LklpAwSFSyzjn+PfGfzNt6TQiwiJ48rQnOafzOX6XJbWIgkOkFtmdvZsHvn6AhdsXMqTVEB455RFaxbbyuyypZRQcIrWAc44Pf/qQx759jPyifCYNnsToHqN1AFyqhIJDJMQlZSfx8OKH+WLbF5zY/EQeHf4onRp18rssqcUUHCIhyjnHB5s/YOqSqeQV5XH7gNsZ03OMntAnVU7BIRKCtmdu5+FvHmbRjkX0a96PKcOn0LlRZ7/LkjpCwSESQooCRby17i3+8t1fAJg0eBJXdL9CrQypVtUeHGbWHngNaAUEgBecc8+YWVNgNtAJ2AL8xjm318wMeAY4D8gGrnbOrajuukX8tjp5NVO+mcKa5DWc0vYU7h96P63jWvtdltRBfrQ4CoHbnXMrzKwBsNzM5gFXA58556aa2SRgEnAXcC7Q1XsNAZ73uiJ1QmZ+Js+tfI43171J0+imPHnak5zd6WyCf1OJVL8qnTJlAAATP0lEQVRqDw7nXCKQ6PVnmNlaoC1wETDCm20mMJ9gcFwEvOacc8BiM2tsZq299YjUWsWn2E5fNp3knGR+0/033NT/JhrWa+h3aVLH+XqMw8w6AScB3wIti8PAOZdoZi282doC20otluCNU3BIrbVp7yYeX/I4S3YuoVezXvz1jL/SO76332WJAD4Gh5nFAf8GbnHOpR+i2V3eBFfO+sYCYwE6dOhQWWWKVKu0vDSe//55Zq2bRWxkLPcNvY9Lul6ig99So/gSHGYWSTA03nDOveON3lW8C8rMWgO7vfEJQPtSi7cDduy/TufcC8ALAAMHDjwgWERqssJAIe9sfIdnv3uWtPw0Lut2GeP7jadxdGO/SxM5gB9nVRkwA1jrnHuq1KT3gauAqV53bqnx481sFsGD4mk6viG1yaLti5i+bDqbUjcxsOVAJg2eRPem3f0uS+Sg/GhxDAfGAD+Y2Upv3D0EA+NtM7sO+Bm4zJv2IcFTcTcRPB33muotV6RqrE9Zz9MrnmbR9kW0i2vH0yOeZmSHkTpbSmo8P86qWkj5xy0ARpYzvwNurNKiRKrRzqydPLfyOeZumktcvTgmDpzI6B6jqRdez+/SRI6IrhwXqSapuam89MNLvLXuLRyOq3pdxR/6/IFGUY38Lk2kQhQcIlUsMz+Tf679JzNXzyS7MJtfdfkV4/qNo01cG79LEzkqCg6RKpJdkM2s9bN4edXLpOWlcUb7M5hw0gSOb3K836WJHBMFh0glKw6MmatnkpKbwiltT2F8v/H0iu/ld2kilULBIVJJMvMzmbV+Fq+tfo29eXsZ1mYYf+z7R/q16Od3aSKVSsEhcoxSc1P559p/8ua6N8nIz2B42+HccOINCgyptRQcIkdpe+Z2Xl/zOu9sfIecwhzO7HAmfzjxD/Rqpl1SUrspOEQqaE3yGmaunsnHWz7GzDi/8/lc0/sajmt8nN+liVQLBYfIESgKFLEgYQGvrXmNZbuWERsZy+9O+B1jeo6hVWwrv8sTqVYKDpFDyMjP4N2N7/LWurdIyEygdWxrJg6cyK+7/poG9Rr4XZ6ILxQcIuVYn7Ke2etn88HmD8gpzKF/i/7cMuAWRnYYSUSYfjZSt+kXIOLJLcxl3tZ5zNkwhxW7VxAVHsV5nc/jih5X0LNZT7/LE6kxFBxS523Yu4F3N77L+z++T3p+Oh0bdmTiwIlcfPzFuo+USDkUHFInpeWl8fGWj3l347usSl5FRFgEZ3Y4k8u6XcagVoN0a3MJHQU5kLYd0rZBWgI0aAVdz6rSt1RwSJ1RECjgmx3fMHfTXOZvm09+IJ+uTbpy16C7OL/L+TSJbuJ3iSJlFRVCRiKkbw+GQnE3bTukJwT7s5PLLtPjAgWHyLFwzvF90vf8d/N/+WTrJ6TkptA4qjGXdruUC4+/kJ5Ne6p1If4oKoTMnV4IbIf0HV53+75xmbvABcouF9UIGrWFRu2gTX+vv0NwuFE7aNC6yktXcEit45xjXco6PtryER//9DE7snYQFR7F6e1O5/wu53Nq21OJDI/0u0ypzQpygkGQkQjpXouhuOWQviP4Ki8UIutDw7bBMDhuJDRsE+xv2M7rtoXohv58plIUHFIrOOdYk7yGT7Z+wryt89iWsY0Ii2Bom6GM6zeOkR1GElcvzu8yJdQFAsFdQxk7IGNnqXAoFRIZOyBn74HLRjUMtgYatoHjTigVCm2D4xu1hejGEAItYAWHhKyCQAErdq3g858/5/Ntn7MzaycRFsGQ1kO4tve1nNnhTBpHN/a7TAkFzgU39hk7g7uPMnYGg6B0Nz0xOC1QuN/CBnEtghv/Jh2hw1Bo2HpfIDRsE+zWgJZCZVFwSEhJy0tj0fZFzE+Yz8LtC8nIzyAqPIphbYZxY78b+UX7X+gUWtknEIDsPV4g7Aq+ivszEiFjlxcUu6Ao78DloxtBXKtgEHQ+NRgADVqVCoRWENcS6tiuTwWH1GgBF2BdyjoWbl/Iwu0L+T7pewIuQNPoppzR/gxGtB/BsDbDqB9Z3+9SpTrlZXpBsHu/bqlXxi7ISgJXdODyxYHQoCW0H+qFQat9wRDXMthfT/9flUfBITXOzqydLE5czDc7vmFx4mJSclMA6NmsJ9f3uZ5T2p5Cn/g+hIeF+1ypVBrnID8zGABZSV53N2Qmed3i8V5IFGQfuA4Lh9jmwTCIawmt+gTDIa6ltyupOBBaQWRM9X/GWkTBIb7bk7OHZbuWsWznMr5N/JYt6VsAaBrdlGFthjGszTBObnMy8THx/hYqFVNUCDkpwQ1+VhJk7dkXAMXDWcWBkASFOeWvp34ziG0Bcc2h3aB9/XGtgoEQ1yLYX78ZhIVV72esoxQcUq2cc+zI2sGKXStYvms5K3av4Ke0nwCoH1GfAS0HcGm3Sxnaeihdm3QlzLQhqDGKCoJnFGXtCXaz90BWcnDDn71n3/jiUMjZC7gD12PhEBsfDIDYeGh6XHDjH9vc63rBUDy9jh0/CAUKDqlSOYU5rE1eyw97fuD7pO9ZuXslSTlJADSIbEC/Fv24+PiLGdRyECc0O0F3nq0ugQDkpkJ2ihcC+79S9oVDdnIwIPLSDrIyg5gmwQ1/bDw07wGdW0D9eC8gmu+bFts8eMqpWgYhTb9SqTQFRQVsSt3E6uTVwdee1WzYu4Ei7+Bk27i2DG49mL7N+9K/RX+1KCqDc8GLzXL2BncL5ewNbvSLh7O9V87+3YO0BgDCo7zdQ82C3cYdgiFQvxnUbxoMgOJQqB8fDI1wbUrqEv1ry1FJz09nQ8oGNuwNvtYkr2FT6iYKAgUANKjXgJ7NenJt72vpE9+HPs376BjFoQSKIDct2ArI2Qs5qV5/8fDeA4eLA6C800iLRdaHmKZQv0mw26iPN9xsXxDUb+qNaxoMgnqxIXERmvhHwSGHlF2Qzea0zWxO28ym1E1s2ruJjakb2Zm1s2SexlGN6dG0B1f2vJITmp5Ar2a9aN+gfd26B5RzkJ/lbfxLvfLSSwVC6n79qZDjDeelH3r9ETHBv+xjmkBMY2jaBdoOCPbHNA2OLw6A4vnqN9XZQ1IlFBxCQaCAHZk72Jq+lZ/Tf2ZL+pbgK20Lu7J3lcwXERZBl0ZdSnYzdWvSje5NutOifovQDolAIHgqaF5GcAOelwG56V5/+r7+A7qlwyG9/OsFSouICW7ooxsHryNo2BZa9AwOxzQObuyL+/cfFxldPd+FyBFQcNQBRYEi9uTsITErkR2ZO9ieuZ3tmdtJyEwgISOBxKxEAqVuthYXGUfnRp0Z3GownRp14rhGx9GlcRfaNWhHZFgNOcOlqMDb2GcG/9Iv3vCXjCsOglLj8tJLjS89PeMI3tCC9xqKbriv27BN8EBw8biYxvumRRcHRMN93YioKv9aRKqDgiOEOefILsxmT84ekrKT2JOzh93Zu0teu7J3sTNrJ7uzd1Poyt5fp2l0U9rGteXE5idyXufz6NCwAx0bdqRDgw40jW5aOS2I4gO3BTlQkAX52cELtwqyvf5S4/Izg/35Wd74rH2BUDy+ZDjr0Pv1S7NwiIoLbtCjGkC9uOCGvFF7b3yj4PjS85QERKn+yFidCSTiCZngMLNzgGeAcOAl59xUn0uqdHlFeaTlpZGel056fjqpeamk5aWRlpdGSl4Kqbmp7M3dS0puCsm5yaTkppBTzkVTUeFRtKzfkpaxLTmp5Um0jm1N69jWtIppQZuYeNpEN6M+YcELrgrzoDAXCnIhMx1SlwU39IW55XcLcoLLFeR647K98dmlQqLUuIqqFxc8oFuvPtRrEOxGNwxe7Vu84a8XG9zQF/fXi/OmFffHBZeNioOIaB3orSTOOZwLnosVKOkPdouHA84RcIA3LeCCywVKzev2m1bu8pR9r0Dg4MuXrAcIBFzJMpRevtQ8+96znOVLfUa3X03lLn+Qz7H/8mXWXWr5wAHrLB4urq2c77zU+gKOMut0OE5s15grh3as0v8XQiI4zCwceA44C0gAlprZ+865NdVdS1GgiPxAPvlFwVdeYS55BdnkFmYFuwVZ5OQHh3MKsskpyCKnMIfsgmyyCrO8bjaZhTlkFeaQUZhNRmEOmUW55B9iH3kkYTQJq0djImhqkbQljCYujnhrQLMANAs4WhQGaF5YQMOiAixpO1a0GSvKw4ryscI8LJB/TJ89EB5FUXgMgYjoff3hURSFR1MU0YSi6DYUxUZRFBFDYXgMRWHRFHr9hfv1F4THUBBen4KwaArDYiiIiKbQoglgB/wY92149vsx54LLPfDH6Cgk4PaCS9nvx112A1N2Y1b2x1288SreYB2w/EE3JmWXL7PhKXe+8jccAW/rUXbDWf7GiHI3TofYwFDeRqzsvOxXW+AgZ+5K5TADA8LMgv1mhBkYweEwM6x4Pm+ecK8L3rzefFERVX8rnpAIDmAwsMk5txnAzGYBFwGVGhyfL53D9JUPUmRQaBAg2C0wKCTYDRzlX68RzhEbCBAbcNR3AeICjsaBAO0CARoEgsMNA4Eyr0ZFRTQKBGhcFCAiEE4BkRQQTj6RFLgI8gm+8ogkn0iSXQSJRJJPTHCciyCfSHKp580bSa6rRx6R5O3XXzycS3BcLvVKhouXd1TmrhoHZHmvqlH8Yyz5EXo/vrD9hsv8UEvGlf0xFo8rGS41Hiu1Tvb98IvXHR5WPF9wnrBSdeDVGB4WRljYgcuHWdmNSfE6g+9nJe9derx5dRTXb1hw3fvPV/I5reS7Cgs7yPK23+cv870Vj/c+U+nvr3idpT7/vo3hfv8m5Xz+8jeQ3jJh+y1f8j2V3eAWf47Syx+wUT7g37rUZ2PfPHifp9zlKfv9WxjlL2/71RGCLeJQCY62wLZSwwnAkNIzmNlYYCxAhw4djupN4qKb0MrFEhYII5wwwjAiCCOccMIwwr3/IggnwiK8vnAiLJIIIoigHpFWj3CrR4TVIyIsinoWTYTFEBZej0BYJM4iCIRFQFgkAa/fhUUSCKuHC4sgOyySrPBItodF4MKicOGRYJFYmJXdmJTzYyy7oTDCgBiD2AP+pz3wh1t6Q1m8/P4bmX0byPJ/+Pv/YA/8Me77gQU3pqV+6Ptt1Nl/OUpv1MpZ/oANRej9GEVCRagER3lbgTKNZ+fcC8ALAAMHDjyqhvXgPiMZ3Ofbo1lURKTOCJXTRBKA9qWG2wE7fKpFRKROC5XgWAp0NbPOZlYPuAJ43+eaRETqpJDYVeWcKzSz8cDHBE/Hfdk5t9rnskRE6qSQCA4A59yHwId+1yEiUteFyq4qERGpIRQcIiJSIQoOERGpEAWHiIhUiDlX+25CY2ZJwFa/6zhG8cAev4uoQfR9lKXvYx99F2Udy/fR0TnX/HAz1crgqA3MbJlzbqDfddQU+j7K0vexj76Lsqrj+9CuKhERqRAFh4iIVIiCo+Z6we8Cahh9H2Xp+9hH30VZVf596BiHiIhUiFocIiJSIQoOERGpEAVHDWNm7c3sCzNba2arzexmv2vym5mFm9l3ZvaB37X4zcwam9kcM1vn/T9yst81+cnMbvV+J6vM7C0zi/a7pupkZi+b2W4zW1VqXFMzm2dmG71uk8p+XwVHzVMI3O6cOwEYCtxoZj19rslvNwNr/S6ihngG+H/OuR5AX+rw92JmbYGbgIHOud4EH7lwhb9VVbtXgXP2GzcJ+Mw51xX4zBuuVAqOGsY5l+icW+H1ZxDcMLT1tyr/mFk74HzgJb9r8ZuZNQROA2YAOOfynXOp/lbluwggxswigPrUsSeDOucWACn7jb4ImOn1zwQuruz3VXDUYGbWCTgJqMsPQv8zcCcQ8LuQGqALkAS84u26e8nMYv0uyi/Oue3AdOBnIBFIc8594m9VNUJL51wiBP8QBVpU9hsoOGooM4sD/g3c4pxL97seP5jZBcBu59xyv2upISKA/sDzzrmTgCyqYDdEqPD23V8EdAbaALFmdqW/VdUNCo4ayMwiCYbGG865d/yux0fDgQvNbAswCzjDzP7pb0m+SgASnHPFLdA5BIOkrjoT+Mk5l+ScKwDeAYb5XFNNsMvMWgN43d2V/QYKjhrGzIzgPuy1zrmn/K7HT865u51z7ZxznQge9PzcOVdn/6J0zu0EtplZd2/USGCNjyX57WdgqJnV9343I6nDJwuU8j5wldd/FTC3st8gZJ45XocMB8YAP5jZSm/cPd4z10UmAG+YWT1gM3CNz/X4xjn3rZnNAVYQPBvxO+rY7UfM7C1gBBBvZgnAA8BU4G0zu45guF5W6e+rW46IiEhFaFeViIhUiIJDREQqRMEhIiIVouAQEZEKUXCIiEiFKDhERKRCFBwiIlIhCg6RamBmg8zsf2YWbWax3jMkevtdl8jR0AWAItXEzB4BooEYgvecetznkkSOioJDpJp4twlZCuQCw5xzRT6XJHJUtKtKpPo0BeKABgRbHiIhSS0OkWpiZu8TvD18Z6C1c268zyWJHBXdHVekGpjZ74FC59ybZhYOfG1mZzjnPve7NpGKUotDREQqRMc4RESkQhQcIiJSIQoOERGpEAWHiIhUiIJDREQqRMEhIiIVouAQEZEK+f/zFSjTs0Q/uAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,x,label='linear')\n",
    "plt.plot(x,x**2,label='quadratic')\n",
    "plt.plot(x,x**3,label='cubic')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title(\"Test Image\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第一次调用 plt.plot 将自动创建必要的图形和轴以实现所需的绘图。随后对plt.plot的调用会重新使用当前轴，并且每次都会添加另一行。设置标题，图例和轴标签还会自动使用当前轴并设置标题，创建图例并分别标记轴。\n",
    "\n",
    "pylab是一个便利模块，它在单个名称空间中批量导入 matplotlib.pyplot（用于绘图）和numpy一样（用于数学和使用数组）。不过不推荐使用pylab，并且由于命名空间污染而强烈建议不要使用它。请改用pyplot。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码风格\n",
    "x = np.arange(0, 10, 0.2)\n",
    "y = np.sin(x)\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_plotter(ax,data1,data2,param_dict):\n",
    "    out=ax.plot(data1,data2,**param_dict)\n",
    "    return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1,data2,data3,data4=np.random.randn(4,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e577efdf98>]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1)\n",
    "my_plotter(ax,data1,data2,{'marker':'x'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e577cdc198>]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2)=plt.subplots(1,2)\n",
    "my_plotter(ax1,data1,data2,{'marker':'x'})\n",
    "my_plotter(ax2,data3,data4,{'marker':'o'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
